| | import copy |
| | import math |
| | import sys |
| | from abc import abstractmethod |
| | from enum import Enum |
| | from pathlib import Path |
| | from typing import Any, Dict, Optional, Type, Union |
| |
|
| | from omegaconf._utils import ( |
| | ValueKind, |
| | _is_interpolation, |
| | get_type_of, |
| | get_value_kind, |
| | is_primitive_container, |
| | type_str, |
| | ) |
| | from omegaconf.base import Box, DictKeyType, Metadata, Node |
| | from omegaconf.errors import ReadonlyConfigError, UnsupportedValueType, ValidationError |
| |
|
| |
|
| | class ValueNode(Node): |
| | _val: Any |
| |
|
| | def __init__(self, parent: Optional[Box], value: Any, metadata: Metadata): |
| | from omegaconf import read_write |
| |
|
| | super().__init__(parent=parent, metadata=metadata) |
| | with read_write(self): |
| | self._set_value(value) |
| |
|
| | def _value(self) -> Any: |
| | return self._val |
| |
|
| | def _set_value(self, value: Any, flags: Optional[Dict[str, bool]] = None) -> None: |
| | if self._get_flag("readonly"): |
| | raise ReadonlyConfigError("Cannot set value of read-only config node") |
| |
|
| | if isinstance(value, str) and get_value_kind( |
| | value, strict_interpolation_validation=True |
| | ) in ( |
| | ValueKind.INTERPOLATION, |
| | ValueKind.MANDATORY_MISSING, |
| | ): |
| | self._val = value |
| | else: |
| | self._val = self.validate_and_convert(value) |
| |
|
| | def _strict_validate_type(self, value: Any) -> None: |
| | ref_type = self._metadata.ref_type |
| | if isinstance(ref_type, type) and type(value) is not ref_type: |
| | type_hint = type_str(self._metadata.type_hint) |
| | raise ValidationError( |
| | f"Value '$VALUE' of type '$VALUE_TYPE' is incompatible with type hint '{type_hint}'" |
| | ) |
| |
|
| | def validate_and_convert(self, value: Any) -> Any: |
| | """ |
| | Validates input and converts to canonical form |
| | :param value: input value |
| | :return: converted value ("100" may be converted to 100 for example) |
| | """ |
| | if value is None: |
| | if self._is_optional(): |
| | return None |
| | ref_type_str = type_str(self._metadata.ref_type) |
| | raise ValidationError( |
| | f"Incompatible value '{value}' for field of type '{ref_type_str}'" |
| | ) |
| |
|
| | |
| | |
| | if self._get_flag("convert") is False: |
| | self._strict_validate_type(value) |
| | return value |
| | else: |
| | return self._validate_and_convert_impl(value) |
| |
|
| | @abstractmethod |
| | def _validate_and_convert_impl(self, value: Any) -> Any: |
| | ... |
| |
|
| | def __str__(self) -> str: |
| | return str(self._val) |
| |
|
| | def __repr__(self) -> str: |
| | return repr(self._val) if hasattr(self, "_val") else "__INVALID__" |
| |
|
| | def __eq__(self, other: Any) -> bool: |
| | if isinstance(other, AnyNode): |
| | return self._val == other._val |
| | else: |
| | return self._val == other |
| |
|
| | def __ne__(self, other: Any) -> bool: |
| | x = self.__eq__(other) |
| | assert x is not NotImplemented |
| | return not x |
| |
|
| | def __hash__(self) -> int: |
| | return hash(self._val) |
| |
|
| | def _deepcopy_impl(self, res: Any, memo: Dict[int, Any]) -> None: |
| | res.__dict__["_metadata"] = copy.deepcopy(self._metadata, memo=memo) |
| | |
| | res.__dict__["_val"] = self._val |
| |
|
| | |
| | res.__dict__["_parent"] = self._parent |
| |
|
| | def _is_optional(self) -> bool: |
| | return self._metadata.optional |
| |
|
| | def _is_interpolation(self) -> bool: |
| | return _is_interpolation(self._value()) |
| |
|
| | def _get_full_key(self, key: Optional[Union[DictKeyType, int]]) -> str: |
| | parent = self._get_parent() |
| | if parent is None: |
| | if self._metadata.key is None: |
| | return "" |
| | else: |
| | return str(self._metadata.key) |
| | else: |
| | return parent._get_full_key(self._metadata.key) |
| |
|
| |
|
| | class AnyNode(ValueNode): |
| | def __init__( |
| | self, |
| | value: Any = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | ref_type=Any, object_type=None, key=key, optional=True, flags=flags |
| | ), |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> Any: |
| | from ._utils import is_primitive_type_annotation |
| |
|
| | |
| | |
| | |
| |
|
| | if self._get_flag( |
| | "allow_objects" |
| | ) is not True and not is_primitive_type_annotation(value): |
| | t = get_type_of(value) |
| | raise UnsupportedValueType( |
| | f"Value '{t.__name__}' is not a supported primitive type" |
| | ) |
| | return value |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "AnyNode": |
| | res = AnyNode() |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class StringNode(ValueNode): |
| | def __init__( |
| | self, |
| | value: Any = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | is_optional: bool = True, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | key=key, |
| | optional=is_optional, |
| | ref_type=str, |
| | object_type=str, |
| | flags=flags, |
| | ), |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> str: |
| | from omegaconf import OmegaConf |
| |
|
| | if ( |
| | OmegaConf.is_config(value) |
| | or is_primitive_container(value) |
| | or isinstance(value, bytes) |
| | ): |
| | raise ValidationError("Cannot convert '$VALUE_TYPE' to string: '$VALUE'") |
| | return str(value) |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "StringNode": |
| | res = StringNode() |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class PathNode(ValueNode): |
| | def __init__( |
| | self, |
| | value: Any = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | is_optional: bool = True, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | key=key, |
| | optional=is_optional, |
| | ref_type=Path, |
| | object_type=Path, |
| | flags=flags, |
| | ), |
| | ) |
| |
|
| | def _strict_validate_type(self, value: Any) -> None: |
| | if not isinstance(value, Path): |
| | raise ValidationError( |
| | "Value '$VALUE' of type '$VALUE_TYPE' is not an instance of 'pathlib.Path'" |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> Path: |
| | if not isinstance(value, (str, Path)): |
| | raise ValidationError( |
| | "Value '$VALUE' of type '$VALUE_TYPE' could not be converted to Path" |
| | ) |
| |
|
| | return Path(value) |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "PathNode": |
| | res = PathNode() |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class IntegerNode(ValueNode): |
| | def __init__( |
| | self, |
| | value: Any = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | is_optional: bool = True, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | key=key, |
| | optional=is_optional, |
| | ref_type=int, |
| | object_type=int, |
| | flags=flags, |
| | ), |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> int: |
| | try: |
| | if type(value) in (str, int): |
| | val = int(value) |
| | else: |
| | raise ValueError() |
| | except ValueError: |
| | raise ValidationError( |
| | "Value '$VALUE' of type '$VALUE_TYPE' could not be converted to Integer" |
| | ) |
| | return val |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "IntegerNode": |
| | res = IntegerNode() |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class BytesNode(ValueNode): |
| | def __init__( |
| | self, |
| | value: Any = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | is_optional: bool = True, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | key=key, |
| | optional=is_optional, |
| | ref_type=bytes, |
| | object_type=bytes, |
| | flags=flags, |
| | ), |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> bytes: |
| | if not isinstance(value, bytes): |
| | raise ValidationError( |
| | "Value '$VALUE' of type '$VALUE_TYPE' is not of type 'bytes'" |
| | ) |
| | return value |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "BytesNode": |
| | res = BytesNode() |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class FloatNode(ValueNode): |
| | def __init__( |
| | self, |
| | value: Any = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | is_optional: bool = True, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | key=key, |
| | optional=is_optional, |
| | ref_type=float, |
| | object_type=float, |
| | flags=flags, |
| | ), |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> float: |
| | try: |
| | if type(value) in (float, str, int): |
| | return float(value) |
| | else: |
| | raise ValueError() |
| | except ValueError: |
| | raise ValidationError( |
| | "Value '$VALUE' of type '$VALUE_TYPE' could not be converted to Float" |
| | ) |
| |
|
| | def __eq__(self, other: Any) -> bool: |
| | if isinstance(other, ValueNode): |
| | other_val = other._val |
| | else: |
| | other_val = other |
| | if self._val is None and other is None: |
| | return True |
| | if self._val is None and other is not None: |
| | return False |
| | if self._val is not None and other is None: |
| | return False |
| | nan1 = math.isnan(self._val) if isinstance(self._val, float) else False |
| | nan2 = math.isnan(other_val) if isinstance(other_val, float) else False |
| | return self._val == other_val or (nan1 and nan2) |
| |
|
| | def __hash__(self) -> int: |
| | return hash(self._val) |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "FloatNode": |
| | res = FloatNode() |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class BooleanNode(ValueNode): |
| | def __init__( |
| | self, |
| | value: Any = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | is_optional: bool = True, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | key=key, |
| | optional=is_optional, |
| | ref_type=bool, |
| | object_type=bool, |
| | flags=flags, |
| | ), |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> bool: |
| | if isinstance(value, bool): |
| | return value |
| | if isinstance(value, int): |
| | return value != 0 |
| | elif isinstance(value, str): |
| | try: |
| | return self._validate_and_convert_impl(int(value)) |
| | except ValueError as e: |
| | if value.lower() in ("yes", "y", "on", "true"): |
| | return True |
| | elif value.lower() in ("no", "n", "off", "false"): |
| | return False |
| | else: |
| | raise ValidationError( |
| | "Value '$VALUE' is not a valid bool (type $VALUE_TYPE)" |
| | ).with_traceback(sys.exc_info()[2]) from e |
| | else: |
| | raise ValidationError( |
| | "Value '$VALUE' is not a valid bool (type $VALUE_TYPE)" |
| | ) |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "BooleanNode": |
| | res = BooleanNode() |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class EnumNode(ValueNode): |
| | """ |
| | NOTE: EnumNode is serialized to yaml as a string ("Color.BLUE"), not as a fully qualified yaml type. |
| | this means serialization to YAML of a typed config (with EnumNode) will not retain the type of the Enum |
| | when loaded. |
| | This is intentional, Please open an issue against OmegaConf if you wish to discuss this decision. |
| | """ |
| |
|
| | def __init__( |
| | self, |
| | enum_type: Type[Enum], |
| | value: Optional[Union[Enum, str]] = None, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | is_optional: bool = True, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | if not isinstance(enum_type, type) or not issubclass(enum_type, Enum): |
| | raise ValidationError( |
| | f"EnumNode can only operate on Enum subclasses ({enum_type})" |
| | ) |
| | self.fields: Dict[str, str] = {} |
| | self.enum_type: Type[Enum] = enum_type |
| | for name, constant in enum_type.__members__.items(): |
| | self.fields[name] = constant.value |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | key=key, |
| | optional=is_optional, |
| | ref_type=enum_type, |
| | object_type=enum_type, |
| | flags=flags, |
| | ), |
| | ) |
| |
|
| | def _strict_validate_type(self, value: Any) -> None: |
| | ref_type = self._metadata.ref_type |
| | if not isinstance(value, ref_type): |
| | type_hint = type_str(self._metadata.type_hint) |
| | raise ValidationError( |
| | f"Value '$VALUE' of type '$VALUE_TYPE' is incompatible with type hint '{type_hint}'" |
| | ) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> Enum: |
| | return self.validate_and_convert_to_enum(enum_type=self.enum_type, value=value) |
| |
|
| | @staticmethod |
| | def validate_and_convert_to_enum(enum_type: Type[Enum], value: Any) -> Enum: |
| | if not isinstance(value, (str, int)) and not isinstance(value, enum_type): |
| | raise ValidationError( |
| | f"Value $VALUE ($VALUE_TYPE) is not a valid input for {enum_type}" |
| | ) |
| |
|
| | if isinstance(value, enum_type): |
| | return value |
| |
|
| | try: |
| | if isinstance(value, (float, bool)): |
| | raise ValueError |
| |
|
| | if isinstance(value, int): |
| | return enum_type(value) |
| |
|
| | if isinstance(value, str): |
| | prefix = f"{enum_type.__name__}." |
| | if value.startswith(prefix): |
| | value = value[len(prefix) :] |
| | return enum_type[value] |
| |
|
| | assert False |
| |
|
| | except (ValueError, KeyError) as e: |
| | valid = ", ".join([x for x in enum_type.__members__.keys()]) |
| | raise ValidationError( |
| | f"Invalid value '$VALUE', expected one of [{valid}]" |
| | ).with_traceback(sys.exc_info()[2]) from e |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "EnumNode": |
| | res = EnumNode(enum_type=self.enum_type) |
| | self._deepcopy_impl(res, memo) |
| | return res |
| |
|
| |
|
| | class InterpolationResultNode(ValueNode): |
| | """ |
| | Special node type, used to wrap interpolation results. |
| | """ |
| |
|
| | def __init__( |
| | self, |
| | value: Any, |
| | key: Any = None, |
| | parent: Optional[Box] = None, |
| | flags: Optional[Dict[str, bool]] = None, |
| | ): |
| | super().__init__( |
| | parent=parent, |
| | value=value, |
| | metadata=Metadata( |
| | ref_type=Any, object_type=None, key=key, optional=True, flags=flags |
| | ), |
| | ) |
| | |
| | if flags is None or "readonly" not in flags: |
| | self._set_flag("readonly", True) |
| |
|
| | def _set_value(self, value: Any, flags: Optional[Dict[str, bool]] = None) -> None: |
| | if self._get_flag("readonly"): |
| | raise ReadonlyConfigError("Cannot set value of read-only config node") |
| | self._val = self.validate_and_convert(value) |
| |
|
| | def _validate_and_convert_impl(self, value: Any) -> Any: |
| | |
| | return value |
| |
|
| | def __deepcopy__(self, memo: Dict[int, Any]) -> "InterpolationResultNode": |
| | |
| | raise NotImplementedError |
| |
|
| | def _is_interpolation(self) -> bool: |
| | |
| | return False |
| |
|